Updates-Leak: Data Set Inference and Reconstruction Attacks in Online Learning.
Ahmed SalemApratim BhattacharyaMichael BackesMario FritzYang ZhangPublished in: USENIX Security Symposium (2020)
Keyphrases
- online learning
- data sets
- online course
- computer mediated
- e learning
- bayesian inference
- distance education
- distance learning
- real world
- three dimensional
- training data
- higher education
- reconstruction method
- countermeasures
- information flow
- database
- bayesian networks
- image reconstruction
- security threats
- blended learning
- active learning
- inference process
- update operations
- malicious attacks
- online algorithms
- malicious users
- reconstruction process
- private information
- watermarking scheme
- probabilistic inference
- high dimensional data
- input data
- training set